Manufacturing & Industry 4.0 Exception_HandlersSubmitted July 18, 2026

NovaForge

An MCP app on the Model Context Protocol built by Exception_Handlers at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon and deployed on NitroStack.

About this project

NovaForge is an AI-powered Industry 4.0 platform that uses an MCP server to orchestrate IoT sensor data, historical maintenance knowledge (RAG), and intelligent automation so factories can predict failures, explain why they're happening, recommend the best action, and coordinate preventive maintenance before production stops.

Manufacturing & Industry 4.0 track

Create intelligent systems for smart factories, predictive maintenance, quality control, and supply chain optimization.

Live MCP appSource codeLinkedIn

Team Exception_Handlers

  • David ShibuLead

  • Evan Binu Chirayath

  • Jacob Isaac

  • Adil Najeem

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Frequently asked questions

What does NovaForge do?
NovaForge is an AI-powered Industry 4.0 platform that uses an MCP server to orchestrate IoT sensor data, historical maintenance knowledge (RAG), and intelligent automation so factories can predict failures, explain why they're happening, recommend the best action, and coordinate preventive maintenance before production stops.
Who built NovaForge?
NovaForge was built by team Exception_Handlers at the Amrita University Amritapuri campus NitroStack × MCP To The Moon hackathon, in the Manufacturing & Industry 4.0 track.
What is an MCP app and how is it built?
An MCP app is an application built on the Model Context Protocol — an open standard that lets AI agents connect to tools, data, and APIs. This project exposes MCP tools and resources that agentic AI systems can call. It was built and deployed on NitroStack, the full-stack platform for shipping MCP apps and servers.